{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "de2454eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import redis\n",
    "from redis.commands.search.field import VectorField, TagField\n",
    "from redis.commands.search.query import Query\n",
    "from deepface import DeepFace\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ccb2922",
   "metadata": {},
   "source": [
    "# Redis Client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4d0897e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = redis.Redis(\n",
    "    host = \"redis-17992.c73.us-east-1-2.ec2.cloud.redislabs.com\",\n",
    "    port = 17992,\n",
    "    password = \"*****\",\n",
    "    ssl = False,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5ad3b298",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.ping()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "25c11fbc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.flushall()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1523a24e",
   "metadata": {},
   "source": [
    "# Store Vector Embeddings into Redis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0d83cae2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Ref: DeepFace unit test items\n",
    "# https://github.com/serengil/deepface/tree/master/tests/dataset\n",
    "\n",
    "embeddings = []\n",
    "for dirpath, dirnames, filenames in os.walk(\"deepface/tests/dataset/\"):\n",
    "    for filename in filenames:\n",
    "        if \".jpg\" in filename:\n",
    "            img_path = f\"{dirpath}{filename}\"\n",
    "            embedding = DeepFace.represent(\n",
    "                img_path=img_path,\n",
    "                model_name=\"Facenet\",\n",
    "                detector_backend=\"mtcnn\",\n",
    "            )[0][\"embedding\"]\n",
    "            embeddings.append((img_path, embedding))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d3afb8eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████| 62/62 [00:00<00:00, 31376.31it/s]\n"
     ]
    }
   ],
   "source": [
    "pipeline = r.pipeline(transaction=False)\n",
    "for img_path, embedding in tqdm(embeddings):\n",
    "    key = img_path.split(\"/\")[-1]\n",
    "    value = np.array(embedding).astype(np.float32).tobytes()\n",
    "    \n",
    "    # store embedings into redis one by one\n",
    "    #r.hset(key, mapping = {\"embedding\": value})\n",
    "    \n",
    "    # store embedings into redis in one shot\n",
    "    pipeline.hset(key, mapping = {\"embedding\": value})\n",
    "\n",
    "pipeline_results = pipeline.execute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "03d85ee0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# r.keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "329f5690",
   "metadata": {},
   "source": [
    "# Create Index in Redis\n",
    "\n",
    "Once embeddings are being stored in redis, we will build a hierarchical decision tree to perform search faster.\n",
    "\n",
    "HNSW - Hierarchical Navigable Small World algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d050c32c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b'OK'"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.ft().create_index(\n",
    "    [\n",
    "        VectorField(\n",
    "            \"embedding\",\n",
    "            \"HNSW\",\n",
    "            {\n",
    "                \"TYPE\": \"FLOAT32\",\n",
    "                \"DIM\": 128,\n",
    "                \"DISTANCE_METRIC\": \"L2\",\n",
    "            },\n",
    "        )\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b92696af",
   "metadata": {},
   "source": [
    "# Query Vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1be7add0",
   "metadata": {},
   "outputs": [],
   "source": [
    "target_path = \"target.jpg\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "502730b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# this image is not available in deepface unit test items\n",
    "target_img = cv2.imread(target_path)\n",
    "plt.imshow(target_img[:,:,::-1])\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5dce6a00",
   "metadata": {},
   "outputs": [],
   "source": [
    "target_embedding = DeepFace.represent(\n",
    "    img_path=target_path,\n",
    "    model_name=\"Facenet\",\n",
    "    detector_backend=\"mtcnn\"\n",
    ")[0][\"embedding\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "377cf4a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "query_vector = np.array(target_embedding).astype(np.float32).tobytes()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89f62698",
   "metadata": {},
   "source": [
    "# Query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2869bd35",
   "metadata": {},
   "outputs": [],
   "source": [
    "k = 3\n",
    "base_query = f\"*=>[KNN {k} @embedding $query_vector AS distance]\"\n",
    "query = Query(base_query).return_fields(\"distance\").sort_by(\"distance\").dialect(2)\n",
    "results = r.ft().search(query, query_params={\"query_vector\": query_vector})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "1cb8c562",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1th nearest neighbor is img5.jpg with distance 42.704826355\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------\n",
      "2th nearest neighbor is img7.jpg with distance 48.4300537109\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------\n",
      "3th nearest neighbor is img10.jpg with distance 50.3393173218\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------\n"
     ]
    }
   ],
   "source": [
    "for idx, result in enumerate(results.docs):\n",
    "    print(\n",
    "        f\"{idx + 1}th nearest neighbor is {result.id} with distance {result.distance}\"\n",
    "    )\n",
    "    \n",
    "    img = cv2.imread(f\"deepface/tests/dataset/{result.id}\")\n",
    "    plt.imshow(img[:, :, ::-1])\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()\n",
    "    \n",
    "    print(\"---------------------\")"
   ]
  }
 ],
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